Overview

Brought to you by YData

Dataset statistics

Number of variables	24
Number of observations	142193
Missing cells	316559
Missing cells (%)	9.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	75.9 MiB
Average record size in memory	560.0 B

Variable types

DateTime	1
Categorical	4
Numeric	17
Boolean	2

Alerts

`Cloud3pm` is highly overall correlated with `Cloud9am` and 2 other fields	High correlation
`Cloud9am` is highly overall correlated with `Cloud3pm` and 2 other fields	High correlation
`Evaporation` is highly overall correlated with `Humidity9am` and 4 other fields	High correlation
`Humidity3pm` is highly overall correlated with `Cloud3pm` and 5 other fields	High correlation
`Humidity9am` is highly overall correlated with `Evaporation` and 2 other fields	High correlation
`MaxTemp` is highly overall correlated with `Evaporation` and 3 other fields	High correlation
`MinTemp` is highly overall correlated with `Evaporation` and 3 other fields	High correlation
`Pressure3pm` is highly overall correlated with `Pressure9am`	High correlation
`Pressure9am` is highly overall correlated with `Pressure3pm`	High correlation
`RISK_MM` is highly overall correlated with `Humidity3pm` and 1 other fields	High correlation
`Sunshine` is highly overall correlated with `Cloud3pm` and 5 other fields	High correlation
`Temp3pm` is highly overall correlated with `Evaporation` and 5 other fields	High correlation
`Temp9am` is highly overall correlated with `Evaporation` and 3 other fields	High correlation
`WindGustSpeed` is highly overall correlated with `WindSpeed3pm` and 1 other fields	High correlation
`WindSpeed3pm` is highly overall correlated with `WindGustSpeed`	High correlation
`WindSpeed9am` is highly overall correlated with `WindGustSpeed`	High correlation
`Evaporation` has 60843 (42.8%) missing values	Missing
`Sunshine` has 67816 (47.7%) missing values	Missing
`WindGustDir` has 9330 (6.6%) missing values	Missing
`WindGustSpeed` has 9270 (6.5%) missing values	Missing
`WindDir9am` has 10013 (7.0%) missing values	Missing
`WindDir3pm` has 3778 (2.7%) missing values	Missing
`WindSpeed3pm` has 2630 (1.8%) missing values	Missing
`Humidity9am` has 1774 (1.2%) missing values	Missing
`Humidity3pm` has 3610 (2.5%) missing values	Missing
`Pressure9am` has 14014 (9.9%) missing values	Missing
`Pressure3pm` has 13981 (9.8%) missing values	Missing
`Cloud9am` has 53657 (37.7%) missing values	Missing
`Cloud3pm` has 57094 (40.2%) missing values	Missing
`Temp3pm` has 2726 (1.9%) missing values	Missing
`Rainfall` has 90275 (63.5%) zeros	Zeros
`Sunshine` has 2308 (1.6%) zeros	Zeros
`WindSpeed9am` has 8612 (6.1%) zeros	Zeros
`Cloud9am` has 8587 (6.0%) zeros	Zeros
`Cloud3pm` has 4957 (3.5%) zeros	Zeros
`RISK_MM` has 91077 (64.1%) zeros	Zeros

Reproduction

Analysis started	2025-07-05 11:42:22.820034
Analysis finished	2025-07-05 11:43:16.339885
Duration	53.52 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Date
Date

Distinct	3436
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

Minimum	2007-11-01 00:00:00
Maximum	2017-06-25 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

Location
Categorical

Distinct	49
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.9 MiB

Canberra	3418
Sydney	3337
Perth	3193
Darwin	3192
Hobart	3188
Other values (44)	125865

Length

Max length	16
Median length	11
Mean length	8.7032062
Min length	4

Characters and Unicode

Total characters	1237535
Distinct characters	40
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Albury
2nd row	Albury
3rd row	Albury
4th row	Albury
5th row	Albury

Common Values

Value	Count	Frequency (%)
Canberra	3418	2.4%
Sydney	3337	2.3%
Perth	3193	2.2%
Darwin	3192	2.2%
Hobart	3188	2.2%
Brisbane	3161	2.2%
Adelaide	3090	2.2%
Bendigo	3034	2.1%
Townsville	3033	2.1%
AliceSprings	3031	2.1%
Other values (39)	110516	77.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
canberra	3418	2.4%
sydney	3337	2.3%
perth	3193	2.2%
darwin	3192	2.2%
hobart	3188	2.2%
brisbane	3161	2.2%
adelaide	3090	2.2%
bendigo	3034	2.1%
townsville	3033	2.1%
alicesprings	3031	2.1%
Other values (39)	110516	77.7%

Most occurring characters

Value	Count	Frequency (%)
a	115725	9.4%
r	114339	9.2%
o	106342	8.6%
e	101043	8.2%
n	88369	7.1%
l	76287	6.2%
i	74395	6.0%
t	58309	4.7%
d	36311	2.9%
s	35975	2.9%
Other values (30)	430440	34.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1237535	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	115725	9.4%
r	114339	9.2%
o	106342	8.6%
e	101043	8.2%
n	88369	7.1%
l	76287	6.2%
i	74395	6.0%
t	58309	4.7%
d	36311	2.9%
s	35975	2.9%
Other values (30)	430440	34.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1237535	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	115725	9.4%
r	114339	9.2%
o	106342	8.6%
e	101043	8.2%
n	88369	7.1%
l	76287	6.2%
i	74395	6.0%
t	58309	4.7%
d	36311	2.9%
s	35975	2.9%
Other values (30)	430440	34.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1237535	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	115725	9.4%
r	114339	9.2%
o	106342	8.6%
e	101043	8.2%
n	88369	7.1%
l	76287	6.2%
i	74395	6.0%
t	58309	4.7%
d	36311	2.9%
s	35975	2.9%
Other values (30)	430440	34.8%

MinTemp
Real number (ℝ)

High correlation

Distinct	389
Distinct (%)	0.3%
Missing	637
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	12.1864

Minimum	-8.5
Maximum	33.9
Zeros	156
Zeros (%)	0.1%
Negative	3406
Negative (%)	2.4%
Memory size	1.1 MiB

Quantile statistics

Minimum	-8.5
5-th percentile	1.8
Q1	7.6
median	12
Q3	16.8
95-th percentile	23
Maximum	33.9
Range	42.4
Interquartile range (IQR)	9.2

Descriptive statistics

Standard deviation	6.4032827
Coefficient of variation (CV)	0.52544499
Kurtosis	-0.48725275
Mean	12.1864
Median Absolute Deviation (MAD)	4.6
Skewness	0.023899821
Sum	1725058
Variance	41.002029
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.6	883	0.6%
11	883	0.6%
10.2	880	0.6%
10.5	867	0.6%
10.8	860	0.6%
9	853	0.6%
12	850	0.6%
10	849	0.6%
13	844	0.6%
8.9	842	0.6%
Other values (379)	132945	93.5%

Value	Count	Frequency (%)
-8.5	1	< 0.1%
-8.2	2	< 0.1%
-8	2	< 0.1%
-7.8	1	< 0.1%
-7.6	2	< 0.1%
-7.5	2	< 0.1%
-7.3	1	< 0.1%
-7.2	1	< 0.1%
-7.1	1	< 0.1%
-7	6	< 0.1%

Value	Count	Frequency (%)
33.9	1	< 0.1%
31.9	1	< 0.1%
31.8	1	< 0.1%
31.4	3	< 0.1%
31.2	1	< 0.1%
31	1	< 0.1%
30.7	2	< 0.1%
30.5	1	< 0.1%
30.3	1	< 0.1%
30.2	1	< 0.1%

MaxTemp
Real number (ℝ)

High correlation

Distinct	505
Distinct (%)	0.4%
Missing	322
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	23.226784

Minimum	-4.8
Maximum	48.1
Zeros	14
Zeros (%)	< 0.1%
Negative	105
Negative (%)	0.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	-4.8
5-th percentile	12.8
Q1	17.9
median	22.6
Q3	28.2
95-th percentile	35.5
Maximum	48.1
Range	52.9
Interquartile range (IQR)	10.3

Descriptive statistics

Standard deviation	7.1176181
Coefficient of variation (CV)	0.3064401
Kurtosis	-0.23844615
Mean	23.226784
Median Absolute Deviation (MAD)	5.1
Skewness	0.22491661
Sum	3295207.1
Variance	50.660488
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	871	0.6%
19.8	829	0.6%
19	827	0.6%
20.4	820	0.6%
20.8	804	0.6%
19.9	803	0.6%
19.5	801	0.6%
21	799	0.6%
18.5	793	0.6%
18.2	792	0.6%
Other values (495)	133732	94.0%

Value	Count	Frequency (%)
-4.8	1	< 0.1%
-4.1	1	< 0.1%
-3.8	1	< 0.1%
-3.7	1	< 0.1%
-3.2	1	< 0.1%
-3.1	2	< 0.1%
-3	1	< 0.1%
-2.9	1	< 0.1%
-2.7	1	< 0.1%
-2.5	2	< 0.1%

Value	Count	Frequency (%)
48.1	1	< 0.1%
47.3	2	< 0.1%
47	1	< 0.1%
46.9	1	< 0.1%
46.8	3	< 0.1%
46.7	2	< 0.1%
46.6	1	< 0.1%
46.5	1	< 0.1%
46.4	4	< 0.1%
46.3	2	< 0.1%

Rainfall
Real number (ℝ)

Zeros

Distinct	679
Distinct (%)	0.5%
Missing	1406
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3499741

Minimum	0
Maximum	371
Zeros	90275
Zeros (%)	63.5%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.8
95-th percentile	13
Maximum	371
Range	371
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	8.4651729
Coefficient of variation (CV)	3.602241
Kurtosis	180.0021
Mean	2.3499741
Median Absolute Deviation (MAD)	0
Skewness	9.8880611
Sum	330845.8
Variance	71.659153
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	90275	63.5%
0.2	8685	6.1%
0.4	3750	2.6%
0.6	2562	1.8%
0.8	2028	1.4%
1	1747	1.2%
1.2	1515	1.1%
1.4	1365	1.0%
1.6	1187	0.8%
1.8	1088	0.8%
Other values (669)	26585	18.7%
(Missing)	1406	1.0%

Value	Count	Frequency (%)
0	90275	63.5%
0.1	154	0.1%
0.2	8685	6.1%
0.3	64	< 0.1%
0.4	3750	2.6%
0.5	39	< 0.1%
0.6	2562	1.8%
0.7	13	< 0.1%
0.8	2028	1.4%
0.9	15	< 0.1%

Value	Count	Frequency (%)
371	1	< 0.1%
367.6	1	< 0.1%
278.4	1	< 0.1%
268.6	1	< 0.1%
247.2	1	< 0.1%
240	1	< 0.1%
236.8	1	< 0.1%
225	1	< 0.1%
219.6	1	< 0.1%
216.3	1	< 0.1%

Evaporation
Real number (ℝ)

High correlation Missing

Distinct	356
Distinct (%)	0.4%
Missing	60843
Missing (%)	42.8%
Infinite	0
Infinite (%)	0.0%
Mean	5.4698242

Minimum	0
Maximum	145
Zeros	240
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2.6
median	4.8
Q3	7.4
95-th percentile	12
Maximum	145
Range	145
Interquartile range (IQR)	4.8

Descriptive statistics

Standard deviation	4.1885365
Coefficient of variation (CV)	0.7657534
Kurtosis	45.067784
Mean	5.4698242
Median Absolute Deviation (MAD)	2.4
Skewness	3.746834
Sum	444970.2
Variance	17.543838
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	3282	2.3%
8	2574	1.8%
2.2	2057	1.4%
2	1996	1.4%
2.6	1975	1.4%
2.4	1963	1.4%
1.8	1945	1.4%
3	1937	1.4%
3.4	1934	1.4%
3.2	1918	1.3%
Other values (346)	59769	42.0%
(Missing)	60843	42.8%

Value	Count	Frequency (%)
0	240	0.2%
0.1	8	< 0.1%
0.2	497	0.3%
0.3	10	< 0.1%
0.4	760	0.5%
0.5	14	< 0.1%
0.6	1082	0.8%
0.7	24	< 0.1%
0.8	1358	1.0%
0.9	28	< 0.1%

Value	Count	Frequency (%)
145	1	< 0.1%
86.2	1	< 0.1%
82.4	1	< 0.1%
81.2	1	< 0.1%
77.3	1	< 0.1%
74.8	1	< 0.1%
72.2	1	< 0.1%
70.4	1	< 0.1%
70	1	< 0.1%
68.8	2	< 0.1%

Sunshine
Real number (ℝ)

High correlation Missing Zeros

Distinct	145
Distinct (%)	0.2%
Missing	67816
Missing (%)	47.7%
Infinite	0
Infinite (%)	0.0%
Mean	7.6248531

Minimum	0
Maximum	14.5
Zeros	2308
Zeros (%)	1.6%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.3
Q1	4.9
median	8.5
Q3	10.6
95-th percentile	12.8
Maximum	14.5
Range	14.5
Interquartile range (IQR)	5.7

Descriptive statistics

Standard deviation	3.781525
Coefficient of variation (CV)	0.49594726
Kurtosis	-0.8203637
Mean	7.6248531
Median Absolute Deviation (MAD)	2.6
Skewness	-0.50291128
Sum	567113.7
Variance	14.299931
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2308	1.6%
10.7	1087	0.8%
11	1078	0.8%
10.8	1058	0.7%
10.5	1018	0.7%
10.9	1013	0.7%
10.3	999	0.7%
10.2	985	0.7%
10	973	0.7%
11.1	967	0.7%
Other values (135)	62891	44.2%
(Missing)	67816	47.7%

Value	Count	Frequency (%)
0	2308	1.6%
0.1	533	0.4%
0.2	511	0.4%
0.3	422	0.3%
0.4	319	0.2%
0.5	315	0.2%
0.6	293	0.2%
0.7	338	0.2%
0.8	314	0.2%
0.9	318	0.2%

Value	Count	Frequency (%)
14.5	1	< 0.1%
14.3	4	< 0.1%
14.2	2	< 0.1%
14.1	6	< 0.1%
14	15	< 0.1%
13.9	22	< 0.1%
13.8	56	< 0.1%
13.7	117	0.1%
13.6	180	0.1%
13.5	181	0.1%

WindGustDir
Categorical

Missing

Distinct	16
Distinct (%)	< 0.1%
Missing	9330
Missing (%)	6.6%
Memory size	8.1 MiB

W	9780
SE	9309
E	9071
N	9033
SSE	8993
Other values (11)	86677

Length

Max length	3
Median length	2
Mean length	2.195901
Min length	1

Characters and Unicode

Total characters	291754
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	W
2nd row	WNW
3rd row	WSW
4th row	NE
5th row	W

Common Values

Value	Count	Frequency (%)
W	9780	6.9%
SE	9309	6.5%
E	9071	6.4%
N	9033	6.4%
SSE	8993	6.3%
S	8949	6.3%
WSW	8901	6.3%
SW	8797	6.2%
SSW	8610	6.1%
WNW	8066	5.7%
Other values (6)	43354	30.5%
(Missing)	9330	6.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
w	9780	7.4%
se	9309	7.0%
e	9071	6.8%
n	9033	6.8%
sse	8993	6.8%
s	8949	6.7%
wsw	8901	6.7%
sw	8797	6.6%
ssw	8610	6.5%
wnw	8066	6.1%
Other values (6)	43354	32.6%

Most occurring characters

Value	Count	Frequency (%)
S	78467	26.9%
W	75685	25.9%
E	71460	24.5%
N	66142	22.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	291754	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	78467	26.9%
W	75685	25.9%
E	71460	24.5%
N	66142	22.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	291754	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	78467	26.9%
W	75685	25.9%
E	71460	24.5%
N	66142	22.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	291754	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	78467	26.9%
W	75685	25.9%
E	71460	24.5%
N	66142	22.7%

WindGustSpeed
Real number (ℝ)

High correlation Missing

Distinct	67
Distinct (%)	0.1%
Missing	9270
Missing (%)	6.5%
Infinite	0
Infinite (%)	0.0%
Mean	39.984292

Minimum	6
Maximum	135
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	6
5-th percentile	20
Q1	31
median	39
Q3	48
95-th percentile	65
Maximum	135
Range	129
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	13.588801
Coefficient of variation (CV)	0.33985348
Kurtosis	1.4178546
Mean	39.984292
Median Absolute Deviation (MAD)	9
Skewness	0.87430457
Sum	5314832
Variance	184.65551
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	9070	6.4%
39	8656	6.1%
31	8310	5.8%
37	7903	5.6%
33	7814	5.5%
41	7236	5.1%
30	6943	4.9%
43	6513	4.6%
28	6382	4.5%
44	5341	3.8%
Other values (57)	58755	41.3%
(Missing)	9270	6.5%

Value	Count	Frequency (%)
6	1	< 0.1%
7	18	< 0.1%
9	91	0.1%
11	190	0.1%
13	529	0.4%
15	829	0.6%
17	1375	1.0%
19	1728	1.2%
20	2598	1.8%
22	2787	2.0%

Value	Count	Frequency (%)
135	3	< 0.1%
130	1	< 0.1%
126	2	< 0.1%
124	2	< 0.1%
122	2	< 0.1%
120	3	< 0.1%
117	4	< 0.1%
115	5	< 0.1%
113	8	< 0.1%
111	3	< 0.1%

WindDir9am
Categorical

Missing

Distinct	16
Distinct (%)	< 0.1%
Missing	10013
Missing (%)	7.0%
Memory size	8.1 MiB

N	11393
SE	9162
E	9024
SSE	8966
NW	8552
Other values (11)	85083

Length

Max length	3
Median length	2
Mean length	2.1843093
Min length	1

Characters and Unicode

Total characters	288722
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	W
2nd row	NNW
3rd row	W
4th row	SE
5th row	ENE

Common Values

Value	Count	Frequency (%)
N	11393	8.0%
SE	9162	6.4%
E	9024	6.3%
SSE	8966	6.3%
NW	8552	6.0%
S	8493	6.0%
W	8260	5.8%
SW	8237	5.8%
NNE	7948	5.6%
NNW	7840	5.5%
Other values (6)	44305	31.2%
(Missing)	10013	7.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
n	11393	8.6%
se	9162	6.9%
e	9024	6.8%
sse	8966	6.8%
nw	8552	6.5%
s	8493	6.4%
w	8260	6.2%
sw	8237	6.2%
nne	7948	6.0%
nnw	7840	5.9%
Other values (6)	44305	33.5%

Most occurring characters

Value	Count	Frequency (%)
N	73977	25.6%
E	73213	25.4%
S	73121	25.3%
W	68411	23.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	288722	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	73977	25.6%
E	73213	25.4%
S	73121	25.3%
W	68411	23.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	288722	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	73977	25.6%
E	73213	25.4%
S	73121	25.3%
W	68411	23.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	288722	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	73977	25.6%
E	73213	25.4%
S	73121	25.3%
W	68411	23.7%

WindDir3pm
Categorical

Missing

Distinct	16
Distinct (%)	< 0.1%
Missing	3778
Missing (%)	2.7%
Memory size	8.0 MiB

SE	10663
W	9911
S	9598
WSW	9329
SW	9182
Other values (11)	89732

Length

Max length	3
Median length	2
Mean length	2.2088068
Min length	1

Characters and Unicode

Total characters	305732
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	WNW
2nd row	WSW
3rd row	WSW
4th row	E
5th row	NW

Common Values

Value	Count	Frequency (%)
SE	10663	7.5%
W	9911	7.0%
S	9598	6.7%
WSW	9329	6.6%
SW	9182	6.5%
SSE	9142	6.4%
N	8667	6.1%
WNW	8656	6.1%
NW	8468	6.0%
ESE	8382	5.9%
Other values (6)	46417	32.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
se	10663	7.7%
w	9911	7.2%
s	9598	6.9%
wsw	9329	6.7%
sw	9182	6.6%
sse	9142	6.6%
n	8667	6.3%
wnw	8656	6.3%
nw	8468	6.1%
ese	8382	6.1%
Other values (6)	46417	33.5%

Most occurring characters

Value	Count	Frequency (%)
S	81458	26.6%
W	79274	25.9%
E	74967	24.5%
N	70033	22.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	305732	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	81458	26.6%
W	79274	25.9%
E	74967	24.5%
N	70033	22.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	305732	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	81458	26.6%
W	79274	25.9%
E	74967	24.5%
N	70033	22.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	305732	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	81458	26.6%
W	79274	25.9%
E	74967	24.5%
N	70033	22.9%

WindSpeed9am
Real number (ℝ)

High correlation Zeros

Distinct	43
Distinct (%)	< 0.1%
Missing	1348
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	14.001988

Minimum	0
Maximum	130
Zeros	8612
Zeros (%)	6.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7
median	13
Q3	19
95-th percentile	30
Maximum	130
Range	130
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.8933371
Coefficient of variation (CV)	0.63514817
Kurtosis	1.2265551
Mean	14.001988
Median Absolute Deviation (MAD)	6
Skewness	0.77549369
Sum	1972110
Variance	79.091445
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
9	13400	9.4%
13	12851	9.0%
11	11514	8.1%
17	10599	7.5%
7	10587	7.4%
15	10396	7.3%
6	8989	6.3%
0	8612	6.1%
19	8579	6.0%
20	7904	5.6%
Other values (33)	37414	26.3%

Value	Count	Frequency (%)
0	8612	6.1%
2	4544	3.2%
4	6292	4.4%
6	8989	6.3%
7	10587	7.4%
9	13400	9.4%
11	11514	8.1%
13	12851	9.0%
15	10396	7.3%
17	10599	7.5%

Value	Count	Frequency (%)
130	1	< 0.1%
87	2	< 0.1%
83	1	< 0.1%
74	4	< 0.1%
72	1	< 0.1%
69	2	< 0.1%
67	3	< 0.1%
65	8	< 0.1%
63	8	< 0.1%
61	11	< 0.1%

WindSpeed3pm
Real number (ℝ)

High correlation Missing

Distinct	44
Distinct (%)	< 0.1%
Missing	2630
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%
Mean	18.637576

Minimum	0
Maximum	87
Zeros	1096
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	13
median	19
Q3	24
95-th percentile	34.8
Maximum	87
Range	87
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	8.803345
Coefficient of variation (CV)	0.47234389
Kurtosis	0.77586454
Mean	18.637576
Median Absolute Deviation (MAD)	6
Skewness	0.6314326
Sum	2601116
Variance	77.498884
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
13	12338	8.7%
17	12306	8.7%
20	11504	8.1%
15	11301	7.9%
19	11034	7.8%
11	9844	6.9%
9	9577	6.7%
24	8846	6.2%
22	8410	5.9%
28	6395	4.5%
Other values (34)	38008	26.7%

Value	Count	Frequency (%)
0	1096	0.8%
2	1012	0.7%
4	2213	1.6%
6	3744	2.6%
7	5813	4.1%
9	9577	6.7%
11	9844	6.9%
13	12338	8.7%
15	11301	7.9%
17	12306	8.7%

Value	Count	Frequency (%)
87	1	< 0.1%
83	2	< 0.1%
78	1	< 0.1%
76	2	< 0.1%
74	1	< 0.1%
72	2	< 0.1%
69	3	< 0.1%
67	1	< 0.1%
65	17	< 0.1%
63	13	< 0.1%

Humidity9am
Real number (ℝ)

High correlation Missing

Distinct	101
Distinct (%)	0.1%
Missing	1774
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	68.84381

Minimum	0
Maximum	100
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	34
Q1	57
median	70
Q3	83
95-th percentile	98
Maximum	100
Range	100
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	19.051293
Coefficient of variation (CV)	0.2767321
Kurtosis	-0.039245721
Mean	68.84381
Median Absolute Deviation (MAD)	13
Skewness	-0.48282077
Sum	9666979
Variance	362.95175
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	3350	2.4%
70	2985	2.1%
69	2962	2.1%
68	2961	2.1%
65	2952	2.1%
71	2939	2.1%
66	2916	2.1%
67	2895	2.0%
64	2867	2.0%
72	2859	2.0%
Other values (91)	110733	77.9%

Value	Count	Frequency (%)
0	1	< 0.1%
1	5	< 0.1%
2	8	< 0.1%
3	10	< 0.1%
4	20	< 0.1%
5	27	< 0.1%
6	37	< 0.1%
7	43	< 0.1%
8	56	< 0.1%
9	71	< 0.1%

Value	Count	Frequency (%)
100	2827	2.0%
99	3350	2.4%
98	2063	1.5%
97	1757	1.2%
96	1577	1.1%
95	1589	1.1%
94	1730	1.2%
93	1833	1.3%
92	1728	1.2%
91	1834	1.3%

Humidity3pm
Real number (ℝ)

High correlation Missing

Distinct	101
Distinct (%)	0.1%
Missing	3610
Missing (%)	2.5%
Infinite	0
Infinite (%)	0.0%
Mean	51.482606

Minimum	0
Maximum	100
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	17
Q1	37
median	52
Q3	66
95-th percentile	88
Maximum	100
Range	100
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	20.797772
Coefficient of variation (CV)	0.40397667
Kurtosis	-0.51110119
Mean	51.482606
Median Absolute Deviation (MAD)	14
Skewness	0.034515443
Sum	7134614
Variance	432.54731
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52	2699	1.9%
55	2685	1.9%
57	2679	1.9%
53	2650	1.9%
59	2639	1.9%
58	2604	1.8%
54	2595	1.8%
51	2577	1.8%
56	2574	1.8%
50	2573	1.8%
Other values (91)	112308	79.0%
(Missing)	3610	2.5%

Value	Count	Frequency (%)
0	4	< 0.1%
1	26	< 0.1%
2	35	< 0.1%
3	63	< 0.1%
4	113	0.1%
5	156	0.1%
6	239	0.2%
7	302	0.2%
8	420	0.3%
9	478	0.3%

Value	Count	Frequency (%)
100	393	0.3%
99	428	0.3%
98	588	0.4%
97	393	0.3%
96	451	0.3%
95	452	0.3%
94	550	0.4%
93	593	0.4%
92	636	0.4%
91	601	0.4%

Pressure9am
Real number (ℝ)

High correlation Missing

Distinct	546
Distinct (%)	0.4%
Missing	14014
Missing (%)	9.9%
Infinite	0
Infinite (%)	0.0%
Mean	1017.6538

Minimum	980.5
Maximum	1041
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	980.5
5-th percentile	1006.2
Q1	1012.9
median	1017.6
Q3	1022.4
95-th percentile	1029.5
Maximum	1041
Range	60.5
Interquartile range (IQR)	9.5

Descriptive statistics

Standard deviation	7.1054757
Coefficient of variation (CV)	0.0069822134
Kurtosis	0.23619998
Mean	1017.6538
Median Absolute Deviation (MAD)	4.7
Skewness	-0.096210894
Sum	1.3044184 × 10⁸
Variance	50.487785
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1016.4	804	0.6%
1017.9	779	0.5%
1018.7	764	0.5%
1018	761	0.5%
1015.9	757	0.5%
1017.3	756	0.5%
1017.8	755	0.5%
1016.3	753	0.5%
1017.2	745	0.5%
1015.5	744	0.5%
Other values (536)	120561	84.8%
(Missing)	14014	9.9%

Value	Count	Frequency (%)
980.5	1	< 0.1%
982	1	< 0.1%
982.2	1	< 0.1%
982.3	1	< 0.1%
982.9	2	< 0.1%
983.7	1	< 0.1%
983.9	1	< 0.1%
984.4	1	< 0.1%
984.6	2	< 0.1%
985	1	< 0.1%

Value	Count	Frequency (%)
1041	1	< 0.1%
1040.9	1	< 0.1%
1040.6	2	< 0.1%
1040.5	1	< 0.1%
1040.4	3	< 0.1%
1040.3	3	< 0.1%
1040.2	2	< 0.1%
1040.1	3	< 0.1%
1040	1	< 0.1%
1039.9	3	< 0.1%

Pressure3pm
Real number (ℝ)

High correlation Missing

Distinct	549
Distinct (%)	0.4%
Missing	13981
Missing (%)	9.8%
Infinite	0
Infinite (%)	0.0%
Mean	1015.2582

Minimum	977.1
Maximum	1039.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	977.1
5-th percentile	1004
Q1	1010.4
median	1015.2
Q3	1020
95-th percentile	1026.9
Maximum	1039.6
Range	62.5
Interquartile range (IQR)	9.6

Descriptive statistics

Standard deviation	7.0366768
Coefficient of variation (CV)	0.0069309233
Kurtosis	0.13252079
Mean	1015.2582
Median Absolute Deviation (MAD)	4.8
Skewness	-0.046197619
Sum	1.3016828 × 10⁸
Variance	49.51482
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1015.5	773	0.5%
1015.3	767	0.5%
1015.7	763	0.5%
1015.6	761	0.5%
1015.1	752	0.5%
1013.5	751	0.5%
1015.8	751	0.5%
1015.4	745	0.5%
1016	738	0.5%
1014.8	735	0.5%
Other values (539)	120676	84.9%
(Missing)	13981	9.8%

Value	Count	Frequency (%)
977.1	1	< 0.1%
978.2	1	< 0.1%
979	1	< 0.1%
980.2	2	< 0.1%
981.2	1	< 0.1%
981.4	1	< 0.1%
981.9	1	< 0.1%
982.2	1	< 0.1%
982.6	1	< 0.1%
982.9	1	< 0.1%

Value	Count	Frequency (%)
1039.6	1	< 0.1%
1038.9	1	< 0.1%
1038.5	1	< 0.1%
1038.4	1	< 0.1%
1038.2	1	< 0.1%
1038	1	< 0.1%
1037.9	2	< 0.1%
1037.8	2	< 0.1%
1037.7	3	< 0.1%
1037.6	1	< 0.1%

Cloud9am
Real number (ℝ)

High correlation Missing Zeros

Distinct	10
Distinct (%)	< 0.1%
Missing	53657
Missing (%)	37.7%
Infinite	0
Infinite (%)	0.0%
Mean	4.4371894

Minimum	0
Maximum	9
Zeros	8587
Zeros (%)	6.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	7
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	2.8870155
Coefficient of variation (CV)	0.65064059
Kurtosis	-1.5411594
Mean	4.4371894
Median Absolute Deviation (MAD)	3
Skewness	-0.22428554
Sum	392851
Variance	8.3348586
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	19749	13.9%
1	15558	10.9%
8	14389	10.1%
0	8587	6.0%
6	8072	5.7%
2	6442	4.5%
3	5854	4.1%
5	5510	3.9%
4	4373	3.1%
9	2	< 0.1%
(Missing)	53657	37.7%

Value	Count	Frequency (%)
0	8587	6.0%
1	15558	10.9%
2	6442	4.5%
3	5854	4.1%
4	4373	3.1%
5	5510	3.9%
6	8072	5.7%
7	19749	13.9%
8	14389	10.1%
9	2	< 0.1%

Value	Count	Frequency (%)
9	2	< 0.1%
8	14389	10.1%
7	19749	13.9%
6	8072	5.7%
5	5510	3.9%
4	4373	3.1%
3	5854	4.1%
2	6442	4.5%
1	15558	10.9%
0	8587	6.0%

Cloud3pm
Real number (ℝ)

High correlation Missing Zeros

Distinct	10
Distinct (%)	< 0.1%
Missing	57094
Missing (%)	40.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.5031669

Minimum	0
Maximum	9
Zeros	4957
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	7
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.7206325
Coefficient of variation (CV)	0.60415983
Kurtosis	-1.4579326
Mean	4.5031669
Median Absolute Deviation (MAD)	2
Skewness	-0.22409236
Sum	383215
Variance	7.4018414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	18052	12.7%
1	14827	10.4%
8	12407	8.7%
6	8869	6.2%
2	7153	5.0%
3	6836	4.8%
5	6743	4.7%
4	5254	3.7%
0	4957	3.5%
9	1	< 0.1%
(Missing)	57094	40.2%

Value	Count	Frequency (%)
0	4957	3.5%
1	14827	10.4%
2	7153	5.0%
3	6836	4.8%
4	5254	3.7%
5	6743	4.7%
6	8869	6.2%
7	18052	12.7%
8	12407	8.7%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
8	12407	8.7%
7	18052	12.7%
6	8869	6.2%
5	6743	4.7%
4	5254	3.7%
3	6836	4.8%
2	7153	5.0%
1	14827	10.4%
0	4957	3.5%

Temp9am
Real number (ℝ)

High correlation

Distinct	440
Distinct (%)	0.3%
Missing	904
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	16.987509

Minimum	-7.2
Maximum	40.2
Zeros	35
Zeros (%)	< 0.1%
Negative	420
Negative (%)	0.3%
Memory size	1.1 MiB

Quantile statistics

Minimum	-7.2
5-th percentile	6.9
Q1	12.3
median	16.7
Q3	21.6
95-th percentile	28.2
Maximum	40.2
Range	47.4
Interquartile range (IQR)	9.3

Descriptive statistics

Standard deviation	6.4928383
Coefficient of variation (CV)	0.38221251
Kurtosis	-0.34915477
Mean	16.987509
Median Absolute Deviation (MAD)	4.6
Skewness	0.09138682
Sum	2400148.1
Variance	42.15695
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	901	0.6%
13.8	887	0.6%
14.8	873	0.6%
16	869	0.6%
14	855	0.6%
16.6	855	0.6%
15	852	0.6%
16.5	844	0.6%
13	831	0.6%
14.4	827	0.6%
Other values (430)	132695	93.3%
(Missing)	904	0.6%

Value	Count	Frequency (%)
-7.2	1	< 0.1%
-7	1	< 0.1%
-6.2	1	< 0.1%
-5.9	1	< 0.1%
-5.6	2	< 0.1%
-5.5	2	< 0.1%
-5.3	2	< 0.1%
-5.2	5	< 0.1%
-4.8	1	< 0.1%
-4.5	2	< 0.1%

Value	Count	Frequency (%)
40.2	1	< 0.1%
39.4	1	< 0.1%
39.1	1	< 0.1%
39	1	< 0.1%
38.9	1	< 0.1%
38.6	1	< 0.1%
38.3	1	< 0.1%
38.2	1	< 0.1%
38	1	< 0.1%
37.9	1	< 0.1%

Temp3pm
Real number (ℝ)

High correlation Missing

Distinct	500
Distinct (%)	0.4%
Missing	2726
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%
Mean	21.687235

Minimum	-5.4
Maximum	46.7
Zeros	16
Zeros (%)	< 0.1%
Negative	171
Negative (%)	0.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	-5.4
5-th percentile	11.5
Q1	16.6
median	21.1
Q3	26.4
95-th percentile	33.7
Maximum	46.7
Range	52.1
Interquartile range (IQR)	9.8

Descriptive statistics

Standard deviation	6.9375939
Coefficient of variation (CV)	0.31989296
Kurtosis	-0.1464607
Mean	21.687235
Median Absolute Deviation (MAD)	4.9
Skewness	0.24005419
Sum	3024653.6
Variance	48.130209
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	871	0.6%
19	858	0.6%
18.4	856	0.6%
18.5	856	0.6%
17.8	845	0.6%
19.2	826	0.6%
19.4	825	0.6%
19.3	821	0.6%
18	821	0.6%
17	814	0.6%
Other values (490)	131074	92.2%
(Missing)	2726	1.9%

Value	Count	Frequency (%)
-5.4	1	< 0.1%
-5.1	1	< 0.1%
-4.4	1	< 0.1%
-4.2	1	< 0.1%
-4.1	1	< 0.1%
-4	1	< 0.1%
-3.9	2	< 0.1%
-3.8	1	< 0.1%
-3.7	3	< 0.1%
-3.5	3	< 0.1%

Value	Count	Frequency (%)
46.7	1	< 0.1%
46.2	1	< 0.1%
46.1	3	< 0.1%
45.9	1	< 0.1%
45.8	2	< 0.1%
45.4	1	< 0.1%
45.3	2	< 0.1%
45.2	2	< 0.1%
45	1	< 0.1%
44.9	1	< 0.1%

RainToday
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	1406
Missing (%)	1.0%
Memory size	277.8 KiB

False	109332
True	31455
(Missing)	1406

Value	Count	Frequency (%)
False	109332	76.9%
True	31455	22.1%
(Missing)	1406	1.0%

RISK_MM
Real number (ℝ)

High correlation Zeros

Distinct	681
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3606816

Minimum	0
Maximum	371
Zeros	91077
Zeros (%)	64.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.8
95-th percentile	13
Maximum	371
Range	371
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	8.4779691
Coefficient of variation (CV)	3.5913225
Kurtosis	178.16825
Mean	2.3606816
Median Absolute Deviation (MAD)	0
Skewness	9.8369025
Sum	335672.4
Variance	71.87596
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	91077	64.1%
0.2	8762	6.2%
0.4	3781	2.7%
0.6	2591	1.8%
0.8	2055	1.4%
1	1761	1.2%
1.2	1535	1.1%
1.4	1379	1.0%
1.6	1201	0.8%
1.8	1104	0.8%
Other values (671)	26947	19.0%

Value	Count	Frequency (%)
0	91077	64.1%
0.1	157	0.1%
0.2	8762	6.2%
0.3	65	< 0.1%
0.4	3781	2.7%
0.5	39	< 0.1%
0.6	2591	1.8%
0.7	13	< 0.1%
0.8	2055	1.4%
0.9	15	< 0.1%

Value	Count	Frequency (%)
371	1	< 0.1%
367.6	1	< 0.1%
278.4	1	< 0.1%
268.6	1	< 0.1%
247.2	1	< 0.1%
240	1	< 0.1%
236.8	1	< 0.1%
225	1	< 0.1%
219.6	1	< 0.1%
216.3	1	< 0.1%

RainTomorrow
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	139.0 KiB

False	110316
True	31877

Value	Count	Frequency (%)
False	110316	77.6%
True	31877	22.4%

Interactions

Correlations

	Cloud3pm	Cloud9am	Evaporation	Humidity3pm	Humidity9am	Location	MaxTemp	MinTemp	Pressure3pm	Pressure9am	RISK_MM	RainToday	RainTomorrow	Rainfall	Sunshine	Temp3pm	Temp9am	WindDir3pm	WindDir9am	WindGustDir	WindGustSpeed	WindSpeed3pm	WindSpeed9am
Cloud3pm	1.000	0.616	-0.218	0.540	0.376	0.165	-0.289	0.010	-0.080	-0.144	0.459	0.278	0.403	0.322	-0.719	-0.332	-0.136	0.046	0.057	0.057	0.095	0.017	0.046
Cloud9am	0.616	1.000	-0.210	0.530	0.482	0.172	-0.293	0.065	-0.051	-0.123	0.394	0.317	0.326	0.374	-0.688	-0.307	-0.148	0.037	0.058	0.048	0.058	0.046	0.016
Evaporation	-0.218	-0.210	1.000	-0.409	-0.561	0.117	0.697	0.581	-0.372	-0.344	-0.201	0.046	0.041	-0.310	0.449	0.677	0.672	0.016	0.025	0.019	0.258	0.181	0.210
Humidity3pm	0.540	0.530	-0.409	1.000	0.638	0.231	-0.461	0.030	0.058	-0.022	0.508	0.385	0.496	0.444	-0.620	-0.509	-0.183	0.054	0.086	0.046	-0.047	0.025	-0.036
Humidity9am	0.376	0.482	-0.561	0.638	1.000	0.208	-0.468	-0.222	0.174	0.127	0.351	0.374	0.270	0.444	-0.531	-0.462	-0.445	0.046	0.073	0.048	-0.233	-0.158	-0.288
Location	0.165	0.172	0.117	0.231	0.208	1.000	0.306	0.283	0.119	0.108	0.036	0.157	0.157	0.036	0.127	0.305	0.292	0.200	0.208	0.198	0.132	0.162	0.165
MaxTemp	-0.289	-0.293	0.697	-0.461	-0.468	0.306	1.000	0.738	-0.445	-0.355	-0.222	0.232	0.162	-0.299	0.499	0.985	0.892	0.104	0.120	0.106	0.093	0.065	0.024
MinTemp	0.010	0.065	0.581	0.030	-0.222	0.283	0.738	1.000	-0.469	-0.465	0.058	0.100	0.096	0.022	0.113	0.710	0.899	0.106	0.087	0.103	0.202	0.182	0.180
Pressure3pm	-0.080	-0.051	-0.372	0.058	0.174	0.119	-0.445	-0.469	1.000	0.960	-0.197	0.132	0.236	-0.064	-0.052	-0.409	-0.481	0.092	0.078	0.080	-0.382	-0.238	-0.162
Pressure9am	-0.144	-0.123	-0.344	-0.022	0.127	0.108	-0.355	-0.465	0.960	1.000	-0.233	0.203	0.251	-0.155	0.014	-0.311	-0.438	0.086	0.073	0.080	-0.428	-0.281	-0.212
RISK_MM	0.459	0.394	-0.201	0.508	0.351	0.036	-0.222	0.058	-0.197	-0.233	1.000	0.111	0.189	0.412	-0.524	-0.258	-0.075	0.011	0.010	0.013	0.205	0.074	0.070
RainToday	0.278	0.317	0.046	0.385	0.374	0.157	0.232	0.100	0.132	0.203	0.111	1.000	0.313	0.189	0.335	0.240	0.126	0.142	0.194	0.147	0.156	0.080	0.093
RainTomorrow	0.403	0.326	0.041	0.496	0.270	0.157	0.162	0.096	0.236	0.251	0.189	0.313	1.000	0.120	0.452	0.200	0.054	0.096	0.129	0.106	0.239	0.102	0.085
Rainfall	0.322	0.374	-0.310	0.444	0.444	0.036	-0.299	0.022	-0.064	-0.155	0.412	0.189	0.120	1.000	-0.401	-0.305	-0.155	0.009	0.012	0.009	0.126	0.067	0.082
Sunshine	-0.719	-0.688	0.449	-0.620	-0.531	0.127	0.499	0.113	-0.052	0.014	-0.524	0.335	0.452	-0.401	1.000	0.520	0.331	0.069	0.088	0.080	-0.004	0.059	0.029
Temp3pm	-0.332	-0.307	0.677	-0.509	-0.462	0.305	0.985	0.710	-0.409	-0.311	-0.258	0.240	0.200	-0.305	0.520	1.000	0.865	0.106	0.122	0.108	0.058	0.045	0.013
Temp9am	-0.136	-0.148	0.672	-0.183	-0.445	0.292	0.892	0.899	-0.481	-0.438	-0.075	0.126	0.054	-0.155	0.331	0.865	1.000	0.108	0.102	0.108	0.175	0.173	0.136
WindDir3pm	0.046	0.037	0.016	0.054	0.046	0.200	0.104	0.106	0.092	0.086	0.011	0.142	0.096	0.009	0.069	0.106	0.108	1.000	0.202	0.347	0.073	0.049	0.053
WindDir9am	0.057	0.058	0.025	0.086	0.073	0.208	0.120	0.087	0.078	0.073	0.010	0.194	0.129	0.012	0.088	0.122	0.102	0.202	1.000	0.243	0.071	0.058	0.047
WindGustDir	0.057	0.048	0.019	0.046	0.048	0.198	0.106	0.103	0.080	0.080	0.013	0.147	0.106	0.009	0.080	0.108	0.108	0.347	0.243	1.000	0.077	0.048	0.055
WindGustSpeed	0.095	0.058	0.258	-0.047	-0.233	0.132	0.093	0.202	-0.382	-0.428	0.205	0.156	0.239	0.126	-0.004	0.058	0.175	0.073	0.071	0.077	1.000	0.681	0.588
WindSpeed3pm	0.017	0.046	0.181	0.025	-0.158	0.162	0.065	0.182	-0.238	-0.281	0.074	0.080	0.102	0.067	0.059	0.045	0.173	0.049	0.058	0.048	0.681	1.000	0.486
WindSpeed9am	0.046	0.016	0.210	-0.036	-0.288	0.165	0.024	0.180	-0.162	-0.212	0.070	0.093	0.085	0.082	0.029	0.013	0.136	0.053	0.047	0.055	0.588	0.486	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	Date	Location	MinTemp	MaxTemp	Rainfall	Evaporation	Sunshine	WindGustDir	WindGustSpeed	WindDir9am	WindDir3pm	WindSpeed9am	WindSpeed3pm	Humidity9am	Humidity3pm	Pressure9am	Pressure3pm	Cloud9am	Cloud3pm	Temp9am	Temp3pm	RainToday	RISK_MM	RainTomorrow
0	2008-12-01	Albury	13.4	22.9	0.6	NaN	NaN	W	44.0	W	WNW	20.0	24.0	71.0	22.0	1007.7	1007.1	8.0	NaN	16.9	21.8	No	0.0	No
1	2008-12-02	Albury	7.4	25.1	0.0	NaN	NaN	WNW	44.0	NNW	WSW	4.0	22.0	44.0	25.0	1010.6	1007.8	NaN	NaN	17.2	24.3	No	0.0	No
2	2008-12-03	Albury	12.9	25.7	0.0	NaN	NaN	WSW	46.0	W	WSW	19.0	26.0	38.0	30.0	1007.6	1008.7	NaN	2.0	21.0	23.2	No	0.0	No
3	2008-12-04	Albury	9.2	28.0	0.0	NaN	NaN	NE	24.0	SE	E	11.0	9.0	45.0	16.0	1017.6	1012.8	NaN	NaN	18.1	26.5	No	1.0	No
4	2008-12-05	Albury	17.5	32.3	1.0	NaN	NaN	W	41.0	ENE	NW	7.0	20.0	82.0	33.0	1010.8	1006.0	7.0	8.0	17.8	29.7	No	0.2	No
5	2008-12-06	Albury	14.6	29.7	0.2	NaN	NaN	WNW	56.0	W	W	19.0	24.0	55.0	23.0	1009.2	1005.4	NaN	NaN	20.6	28.9	No	0.0	No
6	2008-12-07	Albury	14.3	25.0	0.0	NaN	NaN	W	50.0	SW	W	20.0	24.0	49.0	19.0	1009.6	1008.2	1.0	NaN	18.1	24.6	No	0.0	No
7	2008-12-08	Albury	7.7	26.7	0.0	NaN	NaN	W	35.0	SSE	W	6.0	17.0	48.0	19.0	1013.4	1010.1	NaN	NaN	16.3	25.5	No	0.0	No
8	2008-12-09	Albury	9.7	31.9	0.0	NaN	NaN	NNW	80.0	SE	NW	7.0	28.0	42.0	9.0	1008.9	1003.6	NaN	NaN	18.3	30.2	No	1.4	Yes
9	2008-12-10	Albury	13.1	30.1	1.4	NaN	NaN	W	28.0	S	SSE	15.0	11.0	58.0	27.0	1007.0	1005.7	NaN	NaN	20.1	28.2	Yes	0.0	No

	Date	Location	MinTemp	MaxTemp	Evaporation	Sunshine	WindGustDir	WindGustSpeed	WindDir9am	WindDir3pm	WindSpeed9am	WindSpeed3pm	Humidity9am	Humidity3pm	Pressure9am	Pressure3pm	Cloud9am	Cloud3pm	Temp9am	Temp3pm	RainToday	RainTomorrow
142183	2017-06-15	Uluru	2.6	22.5	NaN	NaN	S	19.0	S	E	9.0	7.0	59.0	24.0	1025.0	1021.4	NaN	NaN	8.8	22.1	No	No
142184	2017-06-16	Uluru	5.2	24.3	NaN	NaN	E	24.0	SE	E	11.0	11.0	53.0	24.0	1023.8	1020.0	NaN	NaN	12.3	23.3	No	No
142185	2017-06-17	Uluru	6.4	23.4	NaN	NaN	ESE	31.0	S	ESE	15.0	17.0	53.0	25.0	1025.8	1023.0	NaN	NaN	11.2	23.1	No	No
142186	2017-06-18	Uluru	8.0	20.7	NaN	NaN	ESE	41.0	SE	E	19.0	26.0	56.0	32.0	1028.1	1024.3	NaN	7.0	11.6	20.0	No	No
142187	2017-06-19	Uluru	7.4	20.6	NaN	NaN	E	35.0	ESE	E	15.0	17.0	63.0	33.0	1027.2	1023.3	NaN	NaN	11.0	20.3	No	No
142188	2017-06-20	Uluru	3.5	21.8	NaN	NaN	E	31.0	ESE	E	15.0	13.0	59.0	27.0	1024.7	1021.2	NaN	NaN	9.4	20.9	No	No
142189	2017-06-21	Uluru	2.8	23.4	NaN	NaN	E	31.0	SE	ENE	13.0	11.0	51.0	24.0	1024.6	1020.3	NaN	NaN	10.1	22.4	No	No
142190	2017-06-22	Uluru	3.6	25.3	NaN	NaN	NNW	22.0	SE	N	13.0	9.0	56.0	21.0	1023.5	1019.1	NaN	NaN	10.9	24.5	No	No
142191	2017-06-23	Uluru	5.4	26.9	NaN	NaN	N	37.0	SE	WNW	9.0	9.0	53.0	24.0	1021.0	1016.8	NaN	NaN	12.5	26.1	No	No
142192	2017-06-24	Uluru	7.8	27.0	NaN	NaN	SE	28.0	SSE	N	13.0	7.0	51.0	24.0	1019.4	1016.5	3.0	2.0	15.1	26.0	No	No

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample